Multiple Instance Learning on TCGA

9개 결과 · ⬇ CSV · JSON

ACC

Rank	Model	ACC	AUC	Paper	Code	Year
1	DTFD-MIL (AFS)	0.951	–	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	hrzhang1123/dtfd-mil · liupei101/psemix	2022
2	Snuffy (SimCLR Exhaustive)	0.947	0.972	Snuffy: Efficient Whole Slide Image Classifier	jafarinia/snuffy	2024
3	DSMIL-LC	0.9286	0.9583	Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning	binli123/dsmil-wsi · Xiyue-Wang/RetCCL	2020
4	DSMIL	0.9190	0.9633	Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning	binli123/dsmil-wsi · Xiyue-Wang/RetCCL	2020
5	DTFD-MIL (MaxMinS)	0.891	0.961	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	hrzhang1123/dtfd-mil · liupei101/psemix	2022
6	TransMIL	0.8835	0.9603	TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification	szc19990412/TransMIL · Xiyue-Wang/RetCCL · Ycblue/TransMIL	2021
7	DTFD-MIL (MaxS)	0.868	0.919	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	hrzhang1123/dtfd-mil · liupei101/psemix	2022
8	DTFD-MIL (MAS)	–	0.955	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	hrzhang1123/dtfd-mil · liupei101/psemix	2022
9	EfficientMIL 자동 추출	–	0.976	EfficientMIL: Efficient Linear-Complexity MIL Method for WSI Classification		2025